{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.io as sio\n",
    "from functools import reduce\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize']=(15,7)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data = sio.loadmat('moteData.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['__version__', 'X', '__header__', 'y', '__globals__'])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(53, 2)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data['X'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(53, 1)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data['y'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = Data['X'].shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_X = Data['X']\n",
    "data_y= Data['y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(53, 5)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ones_array = np.ones((N,1))\n",
    "fig = plt.figure(figsize=(15,7))\n",
    "for useQuad in [0,1]:\n",
    "    if useQuad==0:\n",
    "        Phi = np.hstack((ones_array, data_X))\n",
    "    else:\n",
    "        Phi = np.hstack((ones_array,data_X,data_X**2))\n",
    "        print(Phi.shape)\n",
    "    \n",
    "    persude_inv = np.linalg.inv(Phi.T.dot(Phi))\n",
    "    w = reduce(np.dot, (persude_inv,Phi.T,data_y))\n",
    "   \n",
    "    ax = fig.add_subplot(1,2,useQuad+1, projection='3d')\n",
    "    ax.scatter(data_X[:,0],data_X[:,1],data_y[:,0],color='red')\n",
    "    x1 = np.linspace(np.min(data_X[:,0]),np.max(data_X[:,0]),10)\n",
    "    x2 = np.linspace(np.min(data_X[:,1]),np.max(data_X[:,1]),10)\n",
    "    [X,Y] = np.meshgrid(x1, x2)\n",
    "    XY = np.dstack((X,Y)).reshape((-1,2))\n",
    "    if useQuad:\n",
    "        Z = w[0] + w[1]*XY[:,0]+ w[2]*XY[:,1] + w[3]*XY[:,0]**2 + w[4]*XY[:,1]**2\n",
    "        Z_reshape = Z.reshape(X.shape)\n",
    "    else:\n",
    "        Z = w[0] + w[1]*XY[:,0]+ w[2]*XY[:,1]\n",
    "        Z_reshape = Z.reshape(X.shape)\n",
    "    ax.plot_surface(X,Y,Z_reshape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
